~/conference

Decoding Communication in Nonhuman Species III (2024)

animal communication researchers, bioacoustics researchers, machine learning researchers, conservation practitioners, field biologists, computational ethologists, ai interpretability researchers

three-hydrophone array recordings; energy-based whistle contour extraction; cnn-based whistle classification; dynamic time warping clustering; markov-network social analysis; variable-length Markov trees for codas; coda vowel formant analysis; gan-based language learners; emergent communication codebook modules; zero-shot compositional generalization; multispecies re-identification embeddings; permutation-invariant graph foundation models

titleauthorlength
Whistle variability and social acoustic interactions in bottlenose dolphinsChiara Semenzin56m
Semi-captive recordings from Dolphin Reef use a three-hydrophone array plus cameras and an energy-based contour extractor to pull 8,566 whistles (2019 subset)…
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Symbolic behavior in AI: some possible lessons for whales?Andrew Lampinen58m
Argues symbols are conventions whose presence is best judged by behavior, not labels, and lays out six behavioral criteria—receptive, constructive, embedded…
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There is no such thing as AGI: Understanding multiple intelligences across evolution and developmentAlison Gopnik01h 01m
Argues against a single AGI by showing concrete, cross‑species evidence for incompatible cognitive goals: explore–exploit–care trade‑off (juvenile rats and…
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Interpreting Emergent CommunicationYonatan Belinkov49m
Describes an emergent-communication pipeline that inserts a codebook discrete module between sender and receiver, uses bipartite matching to map symbols to…
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Faces, Flukes, Fins, and Flanks: How Multispecies Re-ID Models are Transforming Our Approach to AI..Jason Holmberg, Lasha Otarashvili59m
Wildbook deploys production pipelines that already support ~1,900 field biologists tracking just over 221,000 individuals from >1,000,000 encounters and…
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AI as a tool for discovery in animal communicationGašper Beguš53m
Claims that sperm whale coda vowels exist and behave like human vowels, supported by a GAN-based artificial baby language learner that predicts spectral…
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Bioacoustics and Machine Learning as Key Tools in ConservationKerry Dunleavy29m
Conservation Metrics describes processing massive acoustic datasets — 26 terabytes, 21 million files from 1,600 locations — using cloud storage, a web labeling…
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Evidence of social learning across symbolic cultural barriers in sperm whalesGiovanni Petri, Antonia Sayigh, Elisabetta Palazzi, Irene Lusseau, Olaf Boeldstedt, Tanya A. Hosack, Isabel Behncke Izzo, Shane Gero45m
Analysis of inter‑click intervals tokenized into symbols builds variable-length Markov trees to compare repertoires from Dominica and the Pacific and finds…
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Towards Foundation Models for GraphsMichael Brontstein01h 03m
Argues that general foundation models for graphs largely do not yet exist but shows two concrete prototypes: ULTRA builds a graph of relations and enforces…
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